theorem
proved
high_temp_value
show as:
view math explainer →
open explainer
Read the cached plain-language explainer.
open lean source
IndisputableMonolith.Thermodynamics.BoltzmannDistribution on GitHub at line 266.
browse module
All declarations in this module, on Recognition.
explainer page
depends on
used by
formal source
263 1 / (1 + Real.exp (-beta * gap))
264
265/-- At β = 0, the ground state probability is exactly 0.5. -/
266theorem high_temp_value (gap : ℝ) :
267 groundStateProb gap 0 = 0.5 := by
268 unfold groundStateProb
269 simp
270 norm_num
271
272/-- **THEOREM**: At high temperature (small β), states are equally populated.
273 Proof: groundStateProb is continuous and groundStateProb(0) = 0.5.
274
275 The rigorous proof uses continuity of the composition of continuous functions. -/
276theorem high_temp_limit (gap : ℝ) (_hg : gap > 0) :
277 Filter.Tendsto (groundStateProb gap) (nhds 0) (nhds 0.5) := by
278 rw [← high_temp_value gap]
279 unfold groundStateProb
280 -- Use continuity: the function is a composition of continuous functions
281 have hcont : Continuous (fun beta : ℝ => 1 / (1 + Real.exp (-beta * gap))) := by
282 refine Continuous.div continuous_const ?_ (fun x => ?_)
283 · exact continuous_const.add (Real.continuous_exp.comp (continuous_neg.mul continuous_const))
284 · have : 1 + Real.exp (-x * gap) > 0 := add_pos_of_pos_of_nonneg one_pos (exp_pos _).le
285 exact this.ne'
286 exact hcont.continuousAt.tendsto
287
288/-- **THEOREM**: At low temperature (large β), ground state dominates.
289 Proof: As β → ∞, exp(-β*gap) → 0 (for gap > 0), so prob → 1/(1+0) = 1
290
291 Uses Real.tendsto_exp_neg_atTop_nhds_zero. -/
292theorem low_temp_limit (gap : ℝ) (hg : gap > 0) :
293 Filter.Tendsto (groundStateProb gap) Filter.atTop (nhds 1) := by
294 unfold groundStateProb
295 -- Key: exp(-β*gap) = exp(-(β*gap)) → 0 as β → ∞ (since β*gap → ∞)
296 have h2 : Filter.Tendsto (fun beta => Real.exp (-beta * gap)) Filter.atTop (nhds 0) := by